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排序方式

按实测增长排序，并在不同来源间归一化。

该排名的计算方式

The descriptive index uses stored creation age, acquisition velocity, and measurable acceleration.

工具排名

按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

  1. 1

    技能
    活跃

    Agent Skill: turn AI-generated video into 2D game sprite sheets (the Mortal Kombat method, with MiniMax H3 as the actor)

    Python许可证: MIT
    • agent-skills
    • ai-video
    • claude-code
    • game-development
    • sprites

    github实测增长Measured age: 18 days1.17 GitHub 星标 per day over 6 days

    Daily change increased by 0.5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 28.7/100打开来源 ↗

    安装 git clone https://github.com/gary149/h3-game-sprites ~/.claude/skills/h3-game-sprites

    113GitHub 星标+7 (+6.6 %)
  2. 2

    技能
    活跃

    7 installable agent skills that run the pipeline behind $2M AI video productions — script to locked, generation-ready shot prompts. Claude Code · Codex · Hermes · OpenCode

    • agent-skills
    • ai-video
    • claude-code
    • higgsfield
    • seedance

    github实测增长Measured age: 22 days1.17 GitHub 星标 per day over 6 days

    Daily change increased by 1.01 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 27.2/100打开来源 ↗

    安装 git clone https://github.com/machina-exm/film-studio-skills ~/.claude/skills/film-studio-skills

    109GitHub 星标+7 (+6.9 %)
  3. 3

    技能
    活跃

    Procedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in opencode, Claude Code, Codex.

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • claude-code-plugin
    • codex
    • gemini-cli-extension

    github实测增长Measured age: 22 days1.17 GitHub 星标 per day over 6 days

    Daily change decreased by 3 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 27.1/100打开来源 ↗

    安装 /plugin marketplace add surendranb/writing-skills

    28GitHub 星标+7 (+33.3 %)
  4. 4

    智能体
    活跃

    Build production marketing sites with Claude Code — an Astro + Cloudflare Workers template, a WordPress→Astro migration playbook, and 36 silent failures documented from real rebuilds.

    JavaScript许可证: MIT
    • ai-agents
    • astro
    • claude-code
    • claude-code-skill
    • cloudflare-workers

    github实测增长Measured age: 9 days1.17 GitHub 星标 per day over 6 days

    Daily change decreased by 0.5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 32.1/100打开来源 ↗

    22GitHub 星标+7 (+46.7 %)
  5. 5

    其他
    活跃

    早耳 - Real-time multilingual speech-to-text on CPU only. Live subtitles, browser dashboard, speaker labels, translation. No GPU, no cloud.

    Python
    • asr
    • japanese
    • multilingual
    • real-time
    • sherpa-onnx

    github实测增长Measured age: 11 days2.99 GitHub 星标 per day over 2 days

    Daily change increased by 0.04 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 32.3/100打开来源 ↗

    330GitHub 星标+6 (+1.9 %)
  6. 6

    技能
    活跃

    Senior-developer discipline for AI coding agents. A commit gate that counts unchecked as failing, quality controllers that refuse to call unfinished work done, and a lessons loop that closes each escaped bug's class. One Go binary, no…

    Go许可证: Apache-2.0
    • ai-coding-assistant
    • claude-code
    • claude-code-plugin
    • code-quality
    • code-review

    github实测增长Measured age: 19 days1 GitHub 星标 per day over 6 days

    Daily change decreased by 1 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 28.2/100打开来源 ↗

    安装 /plugin marketplace add azrtydxb/procoder

    201GitHub 星标+6 (+3.1 %)
  7. 7

    技能
    活跃

    Bridge Deepseek-harness into Claude Code for review, critique, delegation, and session import.

    JavaScript许可证: MIT
    • ai-agent
    • claude
    • claude-code
    • claude-code-plugin
    • claude-plugin

    github实测增长Measured age: 22 days1 GitHub 星标 per day over 6 days

    Daily change decreased by 0.5 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 27/100打开来源 ↗

    安装 /plugin marketplace add cpj-dev/dsh-plugin-cc

    107GitHub 星标+6 (+5.9 %)
  8. 8

    其他
    活跃

    Kubernetes CPU limits make your apps (very) slow and costly. CPU throttling analyzed, with proof.

    Shell许可证: MIT
    • cfs
    • cgroups
    • cpu
    • cpu-limits
    • cpu-throttling

    github实测增长Measured age: 21 days1.2 GitHub 星标 per day over 5 days

    Daily change decreased by 0.02 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 27.5/100打开来源 ↗

    109GitHub 星标+6 (+5.8 %)
  9. 9

    其他
    活跃

    Interruptible vector icon morphing for Flutter.

    Dart许可证: MIT
    • animation
    • dart
    • flutter
    • icons
    • morphing

    github实测增长Measured age: 20 days0.83 GitHub 星标 per day over 6 days

    Daily change increased by 1 GitHub 星标/day between the last two measured intervals.

    Descriptive emergence index : 27.8/100打开来源 ↗

    163GitHub 星标+5 (+3.2 %)
  10. 10

    其他
    活跃

    Visual navigation maps for Expo/React Native apps: agent-explored screenshots, flows, and an interactive .scrmap visualiser

    JavaScript许可证: MIT

      github实测增长Measured age: 27 days1 GitHub 星标 per day over 5 days

      Daily change is identical across the last two measured intervals.

      Descriptive emergence index : 25/100打开来源 ↗

      122GitHub 星标+5 (+4.3 %)
    • 11

      应用
      活跃

      Claude Codeの生成結果、ぜんぶ見やすくまとめよう

      HTML许可证: Apache-2.0
      • aws
      • claude-code
      • html
      • mobile
      • self-hosted

      github实测增长Measured age: 22 days0.83 GitHub 星标 per day over 6 days

      Daily change is identical across the last two measured intervals.

      Descriptive emergence index : 26.9/100打开来源 ↗

      90GitHub 星标+5 (+5.9 %)
    • 12

      其他
      活跃

      Guia completo em PT-BR para a certificação AWS Solutions Architect Professional (SAP-C02), com resumos dos domínios, arquiteturas avançadas, cenários reais, mapas mentais e questões para revisão.

      HTML许可证: MIT
      • aws
      • aws-migration
      • aws-networking
      • aws-sap-co2-study-guide
      • brasil

      github实测增长Measured age: 24 days0.83 GitHub 星标 per day over 6 days

      Daily change decreased by 0.99 GitHub 星标/day between the last two measured intervals.

      Descriptive emergence index : 26.1/100打开来源 ↗

      120GitHub 星标+5 (+4.3 %)
    • 13

      MCP
      活跃

      Everything plus the kitchen sink for Microsoft Word: 219 document ops, one grammar, tiered loading.

      Python许可证: AGPL-3.0

        mcp实测增长Measured age: 8 days0.83 GitHub 星标 per day over 6 days

        Daily change increased by 5.01 GitHub 星标/day between the last two measured intervals.

        Descriptive emergence index : 32.8/100打开来源 ↗

        安装 claude mcp add kitchensink4word -- uvx kitchensink4word

        5GitHub 星标+5
      • 14

        MCP
        活跃

        Airbnb stays by location and dates, and full listing details, as structured JSON.

        JavaScript许可证: MIT

          mcp实测增长Measured age: 11 days0.67 GitHub 星标 per day over 6 days

          Daily change is identical across the last two measured intervals.

          Descriptive emergence index : 31.1/100打开来源 ↗

          安装 claude mcp add airbnb -- npx @hasdata/airbnb-mcp

          5GitHub 星标+4 (+400.0 %)
        • 15

          MCP
          活跃

          Google Flights itineraries with fares, legs, carbon emissions and price history, as JSON.

          JavaScript许可证: MIT

            mcp实测增长Measured age: 11 days0.67 GitHub 星标 per day over 6 days

            Daily change is identical across the last two measured intervals.

            Descriptive emergence index : 31.1/100打开来源 ↗

            安装 claude mcp add google-flights -- npx @hasdata/google-flights-mcp

            5GitHub 星标+4 (+400.0 %)
          • 16

            智能体
            活跃

            COSCUP 2026 demo: Microsoft Agent Framework composes a remote LangGraph agent over A2A v1, with Microsoft Foundry live and credential-free offline paths.

            Python许可证: MIT
            • a2a
            • ai-agents
            • coscup
            • langgraph
            • microsoft-agent-framework

            github实测增长Measured age: 25 days0.67 GitHub 星标 per day over 6 days

            Daily change is identical across the last two measured intervals.

            Descriptive emergence index : 25.6/100打开来源 ↗

            4GitHub 星标+4
          • 17

            MCP
            活跃

            Agent memory where every fact carries a receipt, and deletion is provable.

            Python许可证: NOASSERTION

              mcp实测增长Measured age: 12 days0.67 GitHub 星标 per day over 6 days

              Daily change is identical across the last two measured intervals.

              Descriptive emergence index : 30.7/100打开来源 ↗

              安装 claude mcp add fireweed-mcp -- uvx fireweed-mcp

              4GitHub 星标+4
            • 18

              MCP
              活跃

              Local Apple Ads research, optimization, and receipt-gated App Store campaign management.

              Go许可证: MIT

                mcp实测增长Measured age: 11 days0.67 GitHub 星标 per day over 6 days

                Daily change is identical across the last two measured intervals.

                Descriptive emergence index : 31.1/100打开来源 ↗

                4GitHub 星标+4
              • 19

                技能
                活跃

                帮 DSH 搜索、安装并验证插件的 Skill｜A DSH skill that finds, installs, and verifies GitHub plugins

                JavaScript许可证: BSD-3-Clause
                • agent-skills
                • deepseek-harness
                • dsh-plugin
                • plugin-discovery

                github实测增长Measured age: 22 days0.67 GitHub 星标 per day over 6 days

                Daily change decreased by 0.5 GitHub 星标/day between the last two measured intervals.

                Descriptive emergence index : 26.8/100打开来源 ↗

                安装 git clone https://github.com/Nagi-ovo/dsh-find-plugins ~/.claude/skills/dsh-find-plugins

                173GitHub 星标+4 (+2.4 %)
              • 20

                MCP
                活跃

                Manage social media DMs and scheduled posts from your AI assistant, across 12 platforms.

                TypeScript许可证: MIT

                  mcp实测增长Measured age: 11 days0.67 GitHub 星标 per day over 6 days

                  Daily change increased by 4.01 GitHub 星标/day between the last two measured intervals.

                  Descriptive emergence index : 31.5/100打开来源 ↗

                  安装 claude mcp add crmsolid-mcp -- npx @crmsolid/mcp-server

                  4GitHub 星标+4
                • 21

                  MCP
                  活跃

                  Your AI sees the screen but can't measure it — measured web UI findings, shared live sessions

                  JavaScript许可证: MIT

                    mcp实测增长Measured age: 18 days0.67 GitHub 星标 per day over 6 days

                    Daily change decreased by 2 GitHub 星标/day between the last two measured intervals.

                    Descriptive emergence index : 28.4/100打开来源 ↗

                    安装 claude mcp add uisight -- npx uisight

                    103GitHub 星标+4 (+4.0 %)

                  学习与参考资源

                  按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

                  1. 1

                    enterprise-system-design

                    其他
                    活跃打开来源 ↗

                    A source-grounded course and architectural reference for engineers designing systems that must survive real traffic, partial failure, security review, and changing requirements, spanning enterprise system design, distributed systems, AI…

                    • ai
                    • ai-governance
                    • ai-security
                    • ai-systems
                    • cloud-architecture
                    github资源实测增长
                    591GitHub 星标+6 (+1.0 %)
                  2. 2

                    mkdirs

                    其他
                    活跃打开来源 ↗

                    Open-source AI-powered directory website template built with Next.js

                    TypeScript许可证: Apache-2.0
                    • boilerplate
                    • directory
                    • nextjs
                    • open-source
                    • sanity
                    github资源实测增长
                    259GitHub 星标+6 (+2.4 %)
                  3. 3

                    source-reading-methodology

                    技能
                    活跃打开来源 ↗

                    带 AI 精读大型开源仓库的方法论：四阶段流程、可复用模板、28 条踩坑清单，核心是让每个技术论断都可回溯到源码具体行

                    Python许可证: MIT
                    • agent-skills
                    • ai-agent
                    • ai-coding
                    • claude-code
                    • code-review
                    github

                    安装 git clone https://github.com/itshen/source-reading-methodology ~/.claude/skills/source-reading-methodology

                    资源实测增长
                    133GitHub 星标+6 (+4.7 %)
                  4. 4

                    bottle

                    技能
                    活跃打开来源 ↗

                    Lets Claude Code drive complex, multi-session projects while you stay at the helm: small markdown files (rules, backlog, roadmap, changelog) it reads in full every time, so nothing gets relearned. Out of credits with an idea? Jot it in…

                    JavaScript许可证: MIT
                    • bootstrap
                    • claude-code
                    • claude-code-plugin
                    • claude-code-skill
                    • message-in-a-bottle
                    github

                    安装 /plugin marketplace add Simooo45/bottle

                    资源实测增长
                    8GitHub 星标+6 (+300.0 %)